Neus2: Fast learning of neural implicit surfaces for multi-view reconstruction

Y Wang, Q Han, M Habermann… - Proceedings of the …, 2023 - openaccess.thecvf.com
Recent methods for neural surface representation and rendering, for example NeuS, have
demonstrated the remarkably high-quality reconstruction of static scenes. However, the …

Neural fields in visual computing and beyond

Y Xie, T Takikawa, S Saito, O Litany… - Computer Graphics …, 2022 - Wiley Online Library
Recent advances in machine learning have led to increased interest in solving visual
computing problems using methods that employ coordinate‐based neural networks. These …

Generative neural articulated radiance fields

A Bergman, P Kellnhofer, W Yifan… - Advances in …, 2022 - proceedings.neurips.cc
Unsupervised learning of 3D-aware generative adversarial networks (GANs) using only
collections of single-view 2D photographs has very recently made much progress. These 3D …

Gps-gaussian: Generalizable pixel-wise 3d gaussian splatting for real-time human novel view synthesis

S Zheng, B Zhou, R Shao, B Liu… - Proceedings of the …, 2024 - openaccess.thecvf.com
We present a new approach termed GPS-Gaussian for synthesizing novel views of a
character in a real-time manner. The proposed method enables 2K-resolution rendering …

[PDF][PDF] Deep review and analysis of recent nerfs

F Zhu, S Guo, L Song, K Xu, J Hu - APSIPA Transactions on …, 2023 - nowpublishers.com
Neural radiance fields (NeRFs) refer to a suit of deep neural networks that are used to learn
and represent objects or scenes. Generally speaking, NeRFs have five main characters …

Gart: Gaussian articulated template models

J Lei, Y Wang, G Pavlakos, L Liu… - Proceedings of the …, 2024 - openaccess.thecvf.com
Abstract We introduce Gaussian Articulated Template Model (GART) an explicit efficient and
expressive representation for non-rigid articulated subject capturing and rendering from …

Structured local radiance fields for human avatar modeling

Z Zheng, H Huang, T Yu, H Zhang… - Proceedings of the …, 2022 - openaccess.thecvf.com
It is extremely challenging to create an animatable clothed human avatar from RGB videos,
especially for loose clothes due to the difficulties in motion modeling. To address this …

Infonerf: Ray entropy minimization for few-shot neural volume rendering

M Kim, S Seo, B Han - … of the IEEE/CVF Conference on …, 2022 - openaccess.thecvf.com
We present an information-theoretic regularization technique for few-shot novel view
synthesis based on neural implicit representation. The proposed approach minimizes …

Monocular dynamic view synthesis: A reality check

H Gao, R Li, S Tulsiani, B Russell… - Advances in Neural …, 2022 - proceedings.neurips.cc
We study the recent progress on dynamic view synthesis (DVS) from monocular video.
Though existing approaches have demonstrated impressive results, we show a discrepancy …

Gauhuman: Articulated gaussian splatting from monocular human videos

S Hu, T Hu, Z Liu - … of the IEEE/CVF Conference on …, 2024 - openaccess.thecvf.com
We present GauHuman a 3D human model with Gaussian Splatting for both fast training (1 2
minutes) and real-time rendering (up to 189 FPS) compared with existing NeRF-based …